Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 456.5 KiB |
| Average record size in memory | 467.4 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 9 |
Sexo is highly imbalanced (50.7%) | Imbalance |
id has unique values | Unique |
SatServicioWifi has 36 (3.6%) zeros | Zeros |
MinRetrasoSalida has 552 (55.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-08 04:19:52.079038 |
|---|---|
| Analysis finished | 2024-03-08 04:19:57.063499 |
| Duration | 4.98 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIQUE
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65500.67 |
| Minimum | 126 |
|---|---|
| Maximum | 129767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 126 |
|---|---|
| 5-th percentile | 6560 |
| Q1 | 32161.5 |
| median | 65798.5 |
| Q3 | 98936.5 |
| 95-th percentile | 124360.15 |
| Maximum | 129767 |
| Range | 129641 |
| Interquartile range (IQR) | 66775 |
Descriptive statistics
| Standard deviation | 38003.404 |
|---|---|
| Coefficient of variation (CV) | 0.58019871 |
| Kurtosis | -1.2185685 |
| Mean | 65500.67 |
| Median Absolute Deviation (MAD) | 33448.5 |
| Skewness | 0.0029160529 |
| Sum | 65500670 |
| Variance | 1.4442587 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 63296 | 1 | 0.1% |
| 60974 | 1 | 0.1% |
| 23422 | 1 | 0.1% |
| 54385 | 1 | 0.1% |
| 95626 | 1 | 0.1% |
| 70893 | 1 | 0.1% |
| 32681 | 1 | 0.1% |
| 45162 | 1 | 0.1% |
| 118425 | 1 | 0.1% |
| 70047 | 1 | 0.1% |
| Other values (990) | 990 |
| Value | Count | Frequency (%) |
| 126 | 1 | |
| 302 | 1 | |
| 346 | 1 | |
| 487 | 1 | |
| 548 | 1 | |
| 761 | 1 | |
| 797 | 1 | |
| 874 | 1 | |
| 1162 | 1 | |
| 1179 | 1 |
| Value | Count | Frequency (%) |
| 129767 | 1 | |
| 129765 | 1 | |
| 129483 | 1 | |
| 129372 | 1 | |
| 129356 | 1 | |
| 129310 | 1 | |
| 128934 | 1 | |
| 128899 | 1 | |
| 128868 | 1 | |
| 128845 | 1 |
Sexo
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| M | |
|---|---|
| F | |
| 14 | |
| Male | 4 |
| Female | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 1 |
| Mean length | 1.022 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1022 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | F |
| 3rd row | F |
| 4th row | F |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| M | 492 | |
| F | 488 | |
| 14 | 1.4% | |
| Male | 4 | 0.4% |
| Female | 2 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 492 | |
| f | 488 | |
| male | 4 | 0.4% |
| female | 2 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 496 | |
| F | 490 | |
| 14 | 1.4% | |
| e | 8 | 0.8% |
| a | 6 | 0.6% |
| l | 6 | 0.6% |
| m | 2 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 986 | |
| Lowercase Letter | 22 | 2.2% |
| Space Separator | 14 | 1.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8 | |
| a | 6 | |
| l | 6 | |
| m | 2 | 9.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 496 | |
| F | 490 |
Space Separator
| Value | Count | Frequency (%) |
| 14 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1008 | |
| Common | 14 | 1.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 496 | |
| F | 490 | |
| e | 8 | 0.8% |
| a | 6 | 0.6% |
| l | 6 | 0.6% |
| m | 2 | 0.2% |
Common
| Value | Count | Frequency (%) |
| 14 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1022 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 496 | |
| F | 490 | |
| 14 | 1.4% | |
| e | 8 | 0.8% |
| a | 6 | 0.6% |
| l | 6 | 0.6% |
| m | 2 | 0.2% |
TipoCliente
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 64.8 KiB |
| Frecuente | |
|---|---|
| Esporadico |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 9.195 |
| Min length | 9 |
Characters and Unicode
| Total characters | 9195 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Frecuente |
|---|---|
| 2nd row | Frecuente |
| 3rd row | Frecuente |
| 4th row | Frecuente |
| 5th row | Frecuente |
Common Values
| Value | Count | Frequency (%) |
| Frecuente | 805 | |
| Esporadico | 195 | 19.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| frecuente | 805 | |
| esporadico | 195 | 19.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2415 | |
| r | 1000 | |
| c | 1000 | |
| F | 805 | 8.8% |
| u | 805 | 8.8% |
| n | 805 | 8.8% |
| t | 805 | 8.8% |
| o | 390 | 4.2% |
| E | 195 | 2.1% |
| s | 195 | 2.1% |
| Other values (4) | 780 | 8.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8195 | |
| Uppercase Letter | 1000 | 10.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2415 | |
| r | 1000 | |
| c | 1000 | |
| u | 805 | 9.8% |
| n | 805 | 9.8% |
| t | 805 | 9.8% |
| o | 390 | 4.8% |
| s | 195 | 2.4% |
| p | 195 | 2.4% |
| a | 195 | 2.4% |
| Other values (2) | 390 | 4.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 805 | |
| E | 195 | 19.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9195 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2415 | |
| r | 1000 | |
| c | 1000 | |
| F | 805 | 8.8% |
| u | 805 | 8.8% |
| n | 805 | 8.8% |
| t | 805 | 8.8% |
| o | 390 | 4.2% |
| E | 195 | 2.1% |
| s | 195 | 2.1% |
| Other values (4) | 780 | 8.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9195 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2415 | |
| r | 1000 | |
| c | 1000 | |
| F | 805 | 8.8% |
| u | 805 | 8.8% |
| n | 805 | 8.8% |
| t | 805 | 8.8% |
| o | 390 | 4.2% |
| E | 195 | 2.1% |
| s | 195 | 2.1% |
| Other values (4) | 780 | 8.5% |
Edad
Real number (ℝ)
| Distinct | 69 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.643 |
| Minimum | 7 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 27 |
| median | 40 |
| Q3 | 52 |
| 95-th percentile | 64 |
| Maximum | 80 |
| Range | 73 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 15.386953 |
|---|---|
| Coefficient of variation (CV) | 0.38813795 |
| Kurtosis | -0.79715536 |
| Mean | 39.643 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.050977284 |
| Sum | 39643 |
| Variance | 236.75831 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53 | 29 | 2.9% |
| 45 | 27 | 2.7% |
| 44 | 26 | 2.6% |
| 27 | 26 | 2.6% |
| 39 | 25 | 2.5% |
| 26 | 25 | 2.5% |
| 47 | 25 | 2.5% |
| 43 | 23 | 2.3% |
| 33 | 23 | 2.3% |
| 29 | 23 | 2.3% |
| Other values (59) | 748 |
| Value | Count | Frequency (%) |
| 7 | 4 | |
| 8 | 9 | |
| 9 | 8 | |
| 10 | 9 | |
| 11 | 4 | |
| 12 | 8 | |
| 13 | 6 | |
| 14 | 5 | |
| 15 | 4 | |
| 16 | 9 |
| Value | Count | Frequency (%) |
| 80 | 2 | 0.2% |
| 74 | 1 | 0.1% |
| 73 | 1 | 0.1% |
| 72 | 1 | 0.1% |
| 71 | 1 | 0.1% |
| 70 | 6 | |
| 69 | 6 | |
| 68 | 8 | |
| 67 | 5 | |
| 66 | 9 |
TipoViaje
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
| Negocios | |
|---|---|
| Personal |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 8000 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Negocios |
|---|---|
| 2nd row | Personal |
| 3rd row | Negocios |
| 4th row | Personal |
| 5th row | Negocios |
Common Values
| Value | Count | Frequency (%) |
| Negocios | 701 | |
| Personal | 299 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| negocios | 701 | |
| personal | 299 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1701 | |
| e | 1000 | |
| s | 1000 | |
| N | 701 | |
| g | 701 | |
| c | 701 | |
| i | 701 | |
| P | 299 | 3.7% |
| r | 299 | 3.7% |
| n | 299 | 3.7% |
| Other values (2) | 598 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7000 | |
| Uppercase Letter | 1000 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 1701 | |
| e | 1000 | |
| s | 1000 | |
| g | 701 | |
| c | 701 | |
| i | 701 | |
| r | 299 | 4.3% |
| n | 299 | 4.3% |
| a | 299 | 4.3% |
| l | 299 | 4.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 701 | |
| P | 299 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 1701 | |
| e | 1000 | |
| s | 1000 | |
| N | 701 | |
| g | 701 | |
| c | 701 | |
| i | 701 | |
| P | 299 | 3.7% |
| r | 299 | 3.7% |
| n | 299 | 3.7% |
| Other values (2) | 598 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 1701 | |
| e | 1000 | |
| s | 1000 | |
| N | 701 | |
| g | 701 | |
| c | 701 | |
| i | 701 | |
| P | 299 | 3.7% |
| r | 299 | 3.7% |
| n | 299 | 3.7% |
| Other values (2) | 598 | 7.5% |
Clase
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.4 KiB |
| Ejecutiva | |
|---|---|
| Economica | |
| MuyEconomicanomica |
Length
| Max length | 18 |
|---|---|
| Median length | 9 |
| Mean length | 9.801 |
| Min length | 9 |
Characters and Unicode
| Total characters | 9801 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ejecutiva |
|---|---|
| 2nd row | Economica |
| 3rd row | Ejecutiva |
| 4th row | Economica |
| 5th row | Ejecutiva |
Common Values
| Value | Count | Frequency (%) |
| Ejecutiva | 463 | |
| Economica | 448 | |
| MuyEconomicanomica | 89 | 8.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ejecutiva | 463 | |
| economica | 448 | |
| muyeconomicanomica | 89 | 8.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 1626 | |
| o | 1163 | |
| i | 1089 | |
| a | 1089 | |
| E | 1000 | |
| n | 626 | 6.4% |
| m | 626 | 6.4% |
| u | 552 | 5.6% |
| j | 463 | 4.7% |
| e | 463 | 4.7% |
| Other values (4) | 1104 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8712 | |
| Uppercase Letter | 1089 | 11.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 1626 | |
| o | 1163 | |
| i | 1089 | |
| a | 1089 | |
| n | 626 | 7.2% |
| m | 626 | 7.2% |
| u | 552 | 6.3% |
| j | 463 | 5.3% |
| e | 463 | 5.3% |
| t | 463 | 5.3% |
| Other values (2) | 552 | 6.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 1000 | |
| M | 89 | 8.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9801 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 1626 | |
| o | 1163 | |
| i | 1089 | |
| a | 1089 | |
| E | 1000 | |
| n | 626 | 6.4% |
| m | 626 | 6.4% |
| u | 552 | 5.6% |
| j | 463 | 4.7% |
| e | 463 | 4.7% |
| Other values (4) | 1104 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9801 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| c | 1626 | |
| o | 1163 | |
| i | 1089 | |
| a | 1089 | |
| E | 1000 | |
| n | 626 | 6.4% |
| m | 626 | 6.4% |
| u | 552 | 5.6% |
| j | 463 | 4.7% |
| e | 463 | 4.7% |
| Other values (4) | 1104 |
DistanciaREconomicarrida
Real number (ℝ)
| Distinct | 658 |
|---|---|
| Distinct (%) | 65.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1183.202 |
| Minimum | 67 |
|---|---|
| Maximum | 3995 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 67 |
|---|---|
| 5-th percentile | 184 |
| Q1 | 412.5 |
| median | 850.5 |
| Q3 | 1739 |
| 95-th percentile | 3286.5 |
| Maximum | 3995 |
| Range | 3928 |
| Interquartile range (IQR) | 1326.5 |
Descriptive statistics
| Standard deviation | 996.90101 |
|---|---|
| Coefficient of variation (CV) | 0.84254507 |
| Kurtosis | 0.12683499 |
| Mean | 1183.202 |
| Median Absolute Deviation (MAD) | 522.5 |
| Skewness | 1.0848061 |
| Sum | 1183202 |
| Variance | 993811.63 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2475 | 7 | 0.7% |
| 296 | 7 | 0.7% |
| 1671 | 6 | 0.6% |
| 337 | 6 | 0.6% |
| 192 | 6 | 0.6% |
| 304 | 5 | 0.5% |
| 201 | 5 | 0.5% |
| 368 | 5 | 0.5% |
| 328 | 5 | 0.5% |
| 861 | 5 | 0.5% |
| Other values (648) | 943 |
| Value | Count | Frequency (%) |
| 67 | 1 | 0.1% |
| 77 | 2 | 0.2% |
| 78 | 1 | 0.1% |
| 86 | 2 | 0.2% |
| 89 | 1 | 0.1% |
| 95 | 2 | 0.2% |
| 98 | 1 | 0.1% |
| 101 | 1 | 0.1% |
| 108 | 1 | 0.1% |
| 109 | 5 |
| Value | Count | Frequency (%) |
| 3995 | 1 | |
| 3953 | 1 | |
| 3944 | 1 | |
| 3904 | 1 | |
| 3892 | 1 | |
| 3880 | 1 | |
| 3873 | 1 | |
| 3853 | 1 | |
| 3842 | 1 | |
| 3836 | 1 |
SatServicioWifi
Real number (ℝ)
ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.701 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 36 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3577343 |
|---|---|
| Coefficient of variation (CV) | 0.50267838 |
| Kurtosis | -0.89008337 |
| Mean | 2.701 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.023902048 |
| Sum | 2701 |
| Variance | 1.8434424 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 245 | |
| 2 | 231 | |
| 4 | 192 | |
| 1 | 186 | |
| 5 | 110 | |
| 0 | 36 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 36 | 3.6% |
| 1 | 186 | |
| 2 | 231 | |
| 3 | 245 | |
| 4 | 192 | |
| 5 | 110 |
| Value | Count | Frequency (%) |
| 5 | 110 | |
| 4 | 192 | |
| 3 | 245 | |
| 2 | 231 | |
| 1 | 186 | |
| 0 | 36 | 3.6% |
SatPuntualidad
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 5 | |
|---|---|
| 4 | |
| 3 | |
| 2 | |
| 1 | |
| Other values (2) |
Length
| Max length | 6 |
|---|---|
| Median length | 1 |
| Mean length | 1.03 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1030 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 5 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 5 | 229 | |
| 4 | 220 | |
| 3 | 178 | |
| 2 | 160 | |
| 1 | 151 | |
| 0 | 56 | 5.6% |
| Cuatro | 6 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5 | 229 | |
| 4 | 220 | |
| 3 | 178 | |
| 2 | 160 | |
| 1 | 151 | |
| 0 | 56 | 5.6% |
| cuatro | 6 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 229 | |
| 4 | 220 | |
| 3 | 178 | |
| 2 | 160 | |
| 1 | 151 | |
| 0 | 56 | 5.4% |
| C | 6 | 0.6% |
| u | 6 | 0.6% |
| a | 6 | 0.6% |
| t | 6 | 0.6% |
| Other values (2) | 12 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 994 | |
| Lowercase Letter | 30 | 2.9% |
| Uppercase Letter | 6 | 0.6% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 229 | |
| 4 | 220 | |
| 3 | 178 | |
| 2 | 160 | |
| 1 | 151 | |
| 0 | 56 | 5.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 6 | |
| a | 6 | |
| t | 6 | |
| r | 6 | |
| o | 6 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 6 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 994 | |
| Latin | 36 | 3.5% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 229 | |
| 4 | 220 | |
| 3 | 178 | |
| 2 | 160 | |
| 1 | 151 | |
| 0 | 56 | 5.6% |
Latin
| Value | Count | Frequency (%) |
| C | 6 | |
| u | 6 | |
| a | 6 | |
| t | 6 | |
| r | 6 | |
| o | 6 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1030 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 229 | |
| 4 | 220 | |
| 3 | 178 | |
| 2 | 160 | |
| 1 | 151 | |
| 0 | 56 | 5.4% |
| C | 6 | 0.6% |
| u | 6 | 0.6% |
| a | 6 | 0.6% |
| t | 6 | 0.6% |
| Other values (2) | 12 | 1.2% |
SatComidaBebidas
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.965 |
| Minimum | 0 |
|---|---|
| Maximum | 300 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 300 |
| Range | 300 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 22.971972 |
|---|---|
| Coefficient of variation (CV) | 4.6267818 |
| Kurtosis | 161.38866 |
| Mean | 4.965 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 12.747872 |
| Sum | 4965 |
| Variance | 527.71149 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 4 | 239 | |
| 3 | 216 | |
| 5 | 205 | |
| 2 | 203 | |
| 1 | 130 | |
| 300 | 6 | 0.6% |
| 0 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 1 | 130 | |
| 2 | 203 | |
| 3 | 216 | |
| 4 | 239 | |
| 5 | 205 | |
| 300 | 6 | 0.6% |
| Value | Count | Frequency (%) |
| 300 | 6 | 0.6% |
| 5 | 205 | |
| 4 | 239 | |
| 3 | 216 | |
| 2 | 203 | |
| 1 | 130 | |
| 0 | 1 | 0.1% |
ComodidadSilla
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 4 |
| 4th row | 5 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 301 | |
| 5 | 247 | |
| 3 | 187 | |
| 2 | 148 | |
| 1 | 117 | 11.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 301 | |
| 5 | 247 | |
| 3 | 187 | |
| 2 | 148 | |
| 1 | 117 | 11.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 301 | |
| 5 | 247 | |
| 3 | 187 | |
| 2 | 148 | |
| 1 | 117 | 11.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 301 | |
| 5 | 247 | |
| 3 | 187 | |
| 2 | 148 | |
| 1 | 117 | 11.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 301 | |
| 5 | 247 | |
| 3 | 187 | |
| 2 | 148 | |
| 1 | 117 | 11.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 301 | |
| 5 | 247 | |
| 3 | 187 | |
| 2 | 148 | |
| 1 | 117 | 11.7% |
SatEntretenimiento
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 5 |
| 3rd row | 4 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 264 | |
| 5 | 241 | |
| 3 | 217 | |
| 2 | 159 | |
| 1 | 119 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 264 | |
| 5 | 241 | |
| 3 | 217 | |
| 2 | 159 | |
| 1 | 119 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 264 | |
| 5 | 241 | |
| 3 | 217 | |
| 2 | 159 | |
| 1 | 119 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 264 | |
| 5 | 241 | |
| 3 | 217 | |
| 2 | 159 | |
| 1 | 119 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 264 | |
| 5 | 241 | |
| 3 | 217 | |
| 2 | 159 | |
| 1 | 119 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 264 | |
| 5 | 241 | |
| 3 | 217 | |
| 2 | 159 | |
| 1 | 119 |
SatServicioAbordo
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.334 |
| Minimum | -1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 5 |
| Negative (%) | 0.5% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3145996 |
|---|---|
| Coefficient of variation (CV) | 0.39430103 |
| Kurtosis | -0.53281225 |
| Mean | 3.334 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.48438655 |
| Sum | 3334 |
| Variance | 1.7281722 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 282 | |
| 3 | 239 | |
| 5 | 220 | |
| 2 | 140 | |
| 1 | 114 | |
| -1 | 5 | 0.5% |
| Value | Count | Frequency (%) |
| -1 | 5 | 0.5% |
| 1 | 114 | |
| 2 | 140 | |
| 3 | 239 | |
| 4 | 282 | |
| 5 | 220 |
| Value | Count | Frequency (%) |
| 5 | 220 | |
| 4 | 282 | |
| 3 | 239 | |
| 2 | 140 | |
| 1 | 114 | |
| -1 | 5 | 0.5% |
NivelLimpieza
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 56.8 KiB |
| 4 | |
|---|---|
| 3 | |
| 5 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 5 |
| 3rd row | 3 |
| 4th row | 5 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 252 | |
| 3 | 239 | |
| 5 | 212 | |
| 2 | 161 | |
| 1 | 136 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 252 | |
| 3 | 239 | |
| 5 | 212 | |
| 2 | 161 | |
| 1 | 136 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 252 | |
| 3 | 239 | |
| 5 | 212 | |
| 2 | 161 | |
| 1 | 136 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 252 | |
| 3 | 239 | |
| 5 | 212 | |
| 2 | 161 | |
| 1 | 136 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 252 | |
| 3 | 239 | |
| 5 | 212 | |
| 2 | 161 | |
| 1 | 136 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 252 | |
| 3 | 239 | |
| 5 | 212 | |
| 2 | 161 | |
| 1 | 136 |
MinRetrasoSalida
Real number (ℝ)
ZEROS
| Distinct | 113 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.082 |
| Minimum | 0 |
|---|---|
| Maximum | 794 |
| Zeros | 552 |
| Zeros (%) | 55.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 14 |
| 95-th percentile | 76.05 |
| Maximum | 794 |
| Range | 794 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 44.380885 |
|---|---|
| Coefficient of variation (CV) | 2.759662 |
| Kurtosis | 105.1192 |
| Mean | 16.082 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.9069785 |
| Sum | 16082 |
| Variance | 1969.6629 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 552 | |
| 1 | 32 | 3.2% |
| 6 | 25 | 2.5% |
| 4 | 21 | 2.1% |
| 3 | 21 | 2.1% |
| 2 | 18 | 1.8% |
| 10 | 16 | 1.6% |
| 5 | 13 | 1.3% |
| 7 | 11 | 1.1% |
| 18 | 10 | 1.0% |
| Other values (103) | 281 |
| Value | Count | Frequency (%) |
| 0 | 552 | |
| 1 | 32 | 3.2% |
| 2 | 18 | 1.8% |
| 3 | 21 | 2.1% |
| 4 | 21 | 2.1% |
| 5 | 13 | 1.3% |
| 6 | 25 | 2.5% |
| 7 | 11 | 1.1% |
| 8 | 8 | 0.8% |
| 9 | 10 | 1.0% |
| Value | Count | Frequency (%) |
| 794 | 1 | |
| 344 | 1 | |
| 302 | 1 | |
| 293 | 1 | |
| 283 | 1 | |
| 282 | 1 | |
| 237 | 1 | |
| 222 | 1 | |
| 219 | 1 | |
| 200 | 1 |
satisfaccion
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 71.7 KiB |
| neutro o insatisfecho | |
|---|---|
| satisfecho |
Length
| Max length | 21 |
|---|---|
| Median length | 21 |
| Mean length | 16.259 |
| Min length | 10 |
Characters and Unicode
| Total characters | 16259 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | neutro o insatisfecho |
|---|---|
| 2nd row | neutro o insatisfecho |
| 3rd row | satisfecho |
| 4th row | neutro o insatisfecho |
| 5th row | satisfecho |
Common Values
| Value | Count | Frequency (%) |
| neutro o insatisfecho | 569 | |
| satisfecho | 431 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| neutro | 569 | |
| o | 569 | |
| insatisfecho | 569 | |
| satisfecho | 431 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 2138 | |
| s | 2000 | |
| e | 1569 | |
| t | 1569 | |
| i | 1569 | |
| n | 1138 | |
| 1138 | ||
| a | 1000 | |
| f | 1000 | |
| c | 1000 | |
| Other values (3) | 2138 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15121 | |
| Space Separator | 1138 | 7.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 2138 | |
| s | 2000 | |
| e | 1569 | |
| t | 1569 | |
| i | 1569 | |
| n | 1138 | |
| a | 1000 | |
| f | 1000 | |
| c | 1000 | |
| h | 1000 | |
| Other values (2) | 1138 |
Space Separator
| Value | Count | Frequency (%) |
| 1138 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 15121 | |
| Common | 1138 | 7.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 2138 | |
| s | 2000 | |
| e | 1569 | |
| t | 1569 | |
| i | 1569 | |
| n | 1138 | |
| a | 1000 | |
| f | 1000 | |
| c | 1000 | |
| h | 1000 | |
| Other values (2) | 1138 |
Common
| Value | Count | Frequency (%) |
| 1138 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 16259 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 2138 | |
| s | 2000 | |
| e | 1569 | |
| t | 1569 | |
| i | 1569 | |
| n | 1138 | |
| 1138 | ||
| a | 1000 | |
| f | 1000 | |
| c | 1000 | |
| Other values (3) | 2138 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| id | Sexo | TipoCliente | Edad | TipoViaje | Clase | DistanciaREconomicarrida | SatServicioWifi | SatPuntualidad | SatComidaBebidas | ComodidadSilla | SatEntretenimiento | SatServicioAbordo | NivelLimpieza | MinRetrasoSalida | satisfaccion | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 63296 | M | Frecuente | 16 | Negocios | Ejecutiva | 3192 | 3 | 2 | 300 | 3 | 3 | 3 | 3 | 31 | neutro o insatisfecho |
| 1 | 73453 | F | Frecuente | 7 | Personal | Economica | 1012 | 3 | 5 | 5 | 2 | 5 | 2 | 5 | 26 | neutro o insatisfecho |
| 2 | 1316 | F | Frecuente | 39 | Negocios | Ejecutiva | 2204 | 1 | 1 | 3 | 4 | 4 | 4 | 3 | 0 | satisfecho |
| 3 | 128845 | F | Frecuente | 9 | Personal | Economica | 2475 | 4 | 2 | 4 | 5 | 1 | 5 | 5 | 0 | neutro o insatisfecho |
| 4 | 32338 | M | Frecuente | 56 | Negocios | Ejecutiva | 3344 | 0 | 5 | 3 | 4 | 2 | 2 | 5 | 0 | satisfecho |
| 5 | 113543 | M | Frecuente | 37 | Negocios | Ejecutiva | 1954 | 4 | 2 | 3 | 3 | 4 | 4 | 4 | 10 | neutro o insatisfecho |
| 6 | 22065 | M | Frecuente | 21 | Negocios | Ejecutiva | 3179 | 5 | 5 | 5 | 5 | 5 | 2 | 5 | 0 | satisfecho |
| 7 | 47721 | F | Frecuente | 51 | Negocios | Ejecutiva | 3107 | 3 | 3 | 4 | 5 | 5 | 5 | 3 | 0 | satisfecho |
| 8 | 24019 | F | Frecuente | 47 | Negocios | Economica | 427 | 5 | 3 | 3 | 1 | 5 | 5 | 2 | 2 | satisfecho |
| 9 | 97453 | Male | Frecuente | 52 | Negocios | Ejecutiva | 484 | 2 | 2 | 4 | 4 | 4 | 4 | 3 | 0 | satisfecho |
| id | Sexo | TipoCliente | Edad | TipoViaje | Clase | DistanciaREconomicarrida | SatServicioWifi | SatPuntualidad | SatComidaBebidas | ComodidadSilla | SatEntretenimiento | SatServicioAbordo | NivelLimpieza | MinRetrasoSalida | satisfaccion | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 43790 | M | Frecuente | 69 | Personal | MuyEconomicanomica | 546 | 3 | 4 | 2 | 2 | 2 | 5 | 2 | 5 | neutro o insatisfecho |
| 991 | 53647 | M | Frecuente | 27 | Negocios | MuyEconomicanomica | 1874 | 0 | 0 | 5 | 2 | 5 | 5 | 5 | 0 | satisfecho |
| 992 | 5448 | Frecuente | 24 | Negocios | Ejecutiva | 1809 | 3 | 3 | 3 | 3 | 3 | 1 | 3 | 0 | neutro o insatisfecho | |
| 993 | 75348 | M | Frecuente | 50 | Personal | Economica | 2615 | 2 | 5 | 2 | 3 | 5 | 4 | 3 | 0 | neutro o insatisfecho |
| 994 | 121338 | F | Frecuente | 59 | Negocios | Ejecutiva | 3203 | 5 | 5 | 4 | 5 | 2 | 2 | 3 | 7 | satisfecho |
| 995 | 29336 | F | Frecuente | 40 | Personal | Economica | 933 | 5 | 4 | 1 | 1 | 1 | 3 | 1 | 0 | satisfecho |
| 996 | 88494 | M | Esporadico | 17 | Negocios | Economica | 250 | 5 | 4 | 2 | 2 | 2 | 4 | 2 | 0 | satisfecho |
| 997 | 83526 | F | Frecuente | 36 | Personal | Economica | 946 | 2 | 1 | 1 | 1 | 1 | 3 | 1 | 0 | neutro o insatisfecho |
| 998 | 126503 | Frecuente | 67 | Personal | Economica | 1788 | 2 | 2 | 2 | 2 | 2 | 3 | 2 | 0 | neutro o insatisfecho | |
| 999 | 95159 | M | Frecuente | 28 | Personal | Economica | 239 | 2 | 5 | 5 | 5 | 5 | 5 | 5 | 31 | neutro o insatisfecho |